You'll know before it becomes a problem

AstralRefine monitors every run. If data quality drops, a job fails, or your connection needs attention — you get an email. No dashboard-checking required.

The worst thing about automated data cleaning isn't when it breaks loudly. It's when it breaks quietly — when something changes upstream, the numbers look a little off, and nobody notices until two weeks later when the monthly report goes out.

AstralRefine is designed to notice for you.

Monitoring

What gets trackedafter every run

Job status

Did the run complete? Did it fail partway through? Every run is logged.

Row counts

Did significantly fewer rows come in than last time? That might mean a missing data file, not a clean dataset.

Null rates

Is a column that's usually complete now 40% empty? That's a signal.

Duplicate rate

Are duplicates increasing run over run?

Data quality score

When your workflow includes validation steps, every row gets a quality score. You can see the score distribution over time.

Alert rules

You set the thresholds.
AstralRefine watches them.

Tell it: “Email me if the null rate on the email column goes above 10%.” Or: “Email me if row count drops by more than 20%.” Or simply: “Email me if anything fails.” You can have up to 10 rules per workflow, and you can adjust them any time.

Alert rules
Null rateonemailexceeds10%
Row countonalldrops by20%
Job statusonequalsFailed
Alert notification

Alert: Null rate threshold exceeded

WorkflowWeekly CRM Cleanup
RuleNull rate on “email” > 10%
Actual23.4%
Time2026-04-08 07:15 UTC
View run details →

Notifications

Clear alerts,
not cryptic logs

When AstralRefine sends you an alert, it tells you exactly what happened: which workflow, which rule was triggered, what the metric was, and a direct link to investigate. No log files. No guessing.

Dashboard

Spot trends before theytrigger alerts

Row counts, null rates, quality scores — charted run by run. Useful when you want to spot a gradual decline before it triggers an alert.

Null rate — email column (last 8 runs)
10% threshold
Mar 1Mar 8Mar 15Mar 22Mar 29Apr 1Apr 5Apr 8

Frequently asked questions

You control exactly which rules are active and what thresholds trigger them. Turn off anything you don't need.

Slack alerts are on the roadmap. Email is available at launch.

The run still completes. The alert is informational — it doesn't stop the workflow.

Job failure alerts are available on all plans. Threshold-based alerts (null rate, row count) require a paid plan.

Whatever you're building,
your data is in the right place.

Join the waitlist and be the first to know when AstralRefine launches.

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